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6 authors · 12 authorships ·
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Markus Apel
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Materials Science
2.69k
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Shahed Rezaei
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Janin Eiken
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Gottfried M. LASCHET
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Lukas Koschmieder
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Materials Science
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Kianoosh Taghikhani
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RWTH Aachen University
Physics and Astronomy
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Open access
Mixed formulation of physics‐informed neural networks for thermo‐mechanically coupled systems and heterogeneous domains
2023
International Journal for Numerical Methods in Engineering
article
Physics and Astronomy
Model Reduction and Neural Networks
Open access
98
citations
A Finite Operator Learning Technique for Mapping the Elastic Properties of Microstructures to Their Mechanical Deformations
2024
International Journal for Numerical Methods in Engineering
article
Physics and Astronomy
Model Reduction and Neural Networks
Open access
27
citations
Neural‐Initialized Newton: Accelerating Nonlinear Finite Elements via Operator Learning
2026
International Journal for Numerical Methods in Engineering
article
Physics and Astronomy
Model Reduction and Neural Networks
Open access
1
citations
Effective Local, Crystallization Degree and Microstructure Dependent Thermo‐Elastic Properties of an Injection Molded i‐ PP Component via a Multiscale Approach and Their Impact on Warpage Simulations
2025
Journal of Applied Polymer Science
article
Engineering
Injection Molding Process and Properties
1
citations
Supporting AI Readiness Through Digital Workflows in Materials Science
2026
Advanced Engineering Materials
article
Decision Sciences
Scientific Computing and Data Management
Open access
1
citations
5 results